{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "2e44204c-bae6-43d4-85b8-5899493b26cb",
   "metadata": {},
   "source": [
    "# Spanner Data Prep Notebook\n",
    "\n",
    "This notebook loads the sample [Spanner Graph Financial Graph](https://codelabs.developers.google.com/codelabs/spanner-graph-getting-started#4) dataset into the Spanner instance provisioned via Terraform. \n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd8b43d8-3b3d-4b52-9824-9fbd6a171e4c",
   "metadata": {},
   "source": [
    "## Basic Setup"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6ffab3d9-b9b0-4006-a59b-12c82cae630f",
   "metadata": {},
   "source": [
    "### Define Notebook Variables\n",
    "\n",
    "Update the variables below to match your environment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82600ae1-c2df-4ac9-abb2-0bc088cfaba8",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "project_id = \"my-project\"\n",
    "region = \"my-region\"\n",
    "gcs_bucket_name = f\"project-files-{project_id}\"\n",
    "vpc = \"demo-vpc\"\n",
    "spanner_instance = \"my-spanner-instance\"\n",
    "spanner_database = \"finance-graph\"\n",
    "session = None"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ca3e374f-7981-4a97-b0be-312cf15c2e2f",
   "metadata": {},
   "source": [
    "### Connect to your Google Cloud Project"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "46730ca1-1ca9-4b7e-a83b-b2f581ee207d",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Configure gcloud.\n",
    "!gcloud config set project {project_id}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "71f688b7-e2ae-4e8e-b016-8fcc26355fc8",
   "metadata": {},
   "source": [
    "### Configure Logging"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "289ee333-bbb8-4f45-b5de-07f4fddb6611",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import logging\n",
    "import sys\n",
    "\n",
    "# Configure the root logger to output messages with INFO level or above\n",
    "logging.basicConfig(level=logging.INFO, stream=sys.stdout, format='%(asctime)s[%(levelname)5s][%(name)14s] - %(message)s',  datefmt='%H:%M:%S', force=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fe1009d-eec0-497e-94e7-7aa3b2a2b229",
   "metadata": {},
   "source": [
    "### Install Dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1b9fd62b-611a-481a-a50e-d740557ef629",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "! pip install --quiet google-cloud-storage==2.19.0 \\\n",
    "                      google-cloud-aiplatform==1.74.0 \\\n",
    "                      "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f34390d9-083d-4a43-8d5d-7d54da0cf755",
   "metadata": {},
   "source": [
    "### Define Helper Functions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "212619ca-bb20-45fb-82cb-e8bcca7df8c4",
   "metadata": {},
   "source": [
    "#### rest_api_helper()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7c49b609-32a7-462c-81ab-f7a882a76c76",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import requests\n",
    "import google.auth\n",
    "import json\n",
    "\n",
    "# Get an access token based upon the current user\n",
    "creds, _ = google.auth.default()\n",
    "authed_session = google.auth.transport.requests.AuthorizedSession(creds)\n",
    "access_token=creds.token\n",
    "\n",
    "if project_id:\n",
    "  authed_session.headers.update({\"x-goog-user-project\": project_id}) # Required to workaround a project quota bug\n",
    "\n",
    "def rest_api_helper(\n",
    "    url: str,\n",
    "    http_verb: str,\n",
    "    request_body: dict = None,\n",
    "    params: dict = None,\n",
    "    session: requests.Session = authed_session,\n",
    "  ) -> dict:\n",
    "  \"\"\"Calls a REST API using a pre-authenticated requests Session.\"\"\"\n",
    "\n",
    "  headers = {\"Content-Type\": \"application/json\"}\n",
    "\n",
    "  try:\n",
    "\n",
    "    if http_verb == \"GET\":\n",
    "      response = session.get(url, headers=headers, params=params)\n",
    "    elif http_verb == \"POST\":\n",
    "      response = session.post(url, json=request_body, headers=headers, params=params)\n",
    "    elif http_verb == \"PUT\":\n",
    "      response = session.put(url, json=request_body, headers=headers, params=params)\n",
    "    elif http_verb == \"PATCH\":\n",
    "      response = session.patch(url, json=request_body, headers=headers, params=params)\n",
    "    elif http_verb == \"DELETE\":\n",
    "      response = session.delete(url, headers=headers, params=params)\n",
    "    else:\n",
    "      raise ValueError(f\"Unknown HTTP verb: {http_verb}\")\n",
    "\n",
    "    # Raise an exception for bad status codes (4xx or 5xx)\n",
    "    response.raise_for_status()\n",
    "\n",
    "    # Check if response has content before trying to parse JSON\n",
    "    if response.content:\n",
    "        return response.json()\n",
    "    else:\n",
    "        return {} # Return empty dict for empty responses (like 204 No Content)\n",
    "\n",
    "  except requests.exceptions.RequestException as e:\n",
    "      # Catch potential requests library errors (network, timeout, etc.)\n",
    "      # Log detailed error information\n",
    "      print(f\"Request failed: {e}\")\n",
    "      if e.response is not None:\n",
    "          print(f\"Request URL: {e.request.url}\")\n",
    "          print(f\"Request Headers: {e.request.headers}\")\n",
    "          print(f\"Request Body: {e.request.body}\")\n",
    "          print(f\"Response Status: {e.response.status_code}\")\n",
    "          print(f\"Response Text: {e.response.text}\")\n",
    "          # Re-raise a more specific error or a custom one\n",
    "          raise RuntimeError(f\"API call failed with status {e.response.status_code}: {e.response.text}\") from e\n",
    "      else:\n",
    "          raise RuntimeError(f\"API call failed: {e}\") from e\n",
    "  except json.JSONDecodeError as e:\n",
    "      print(f\"Failed to decode JSON response: {e}\")\n",
    "      print(f\"Response Text: {response.text}\")\n",
    "      raise RuntimeError(f\"Invalid JSON received from API: {response.text}\") from e\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e1ef7def-3f50-4746-b572-e05f55f9a37c",
   "metadata": {},
   "source": [
    "#### get_spanner_sessions()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "e109e9b5-596c-44f2-901b-2835233c3f5e",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def get_spanner_sessions(project_id = project_id, spanner_instance = spanner_instance, spanner_database = spanner_database):\n",
    "\n",
    "  # Get session\n",
    "  uri = f\"https://spanner.googleapis.com/v1/projects/{project_id}/instances/{spanner_instance}/databases/{spanner_database}/sessions\"\n",
    "  response = rest_api_helper(uri, \"GET\")\n",
    "  return response"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3a2f1db4-af72-4ca7-a40c-ac6ca04a522f",
   "metadata": {
    "tags": []
   },
   "source": [
    "#### create_spanner_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "932a4a95-d01c-47db-b0cc-45a6944c4a4a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# https://cloud.google.com/spanner/docs/reference/rest/v1/projects.instances.databases.sessions/create\n",
    "def create_spanner_session(project_id = project_id, spanner_instance = spanner_instance, spanner_database = spanner_database):\n",
    "  print(\"No Spanner session found. Creating a new session.\")\n",
    "\n",
    "  # Create a new session\n",
    "  uri = f\"https://spanner.googleapis.com/v1/projects/{project_id}/instances/{spanner_instance}/databases/{spanner_database}/sessions\"\n",
    "  params = {\n",
    "      \"database\": f\"projects/{project_id}/instances/{spanner_instance}/databases/{spanner_database}\"\n",
    "  }\n",
    "  response = rest_api_helper(uri, \"POST\", {}, params)\n",
    "  return response['name']\n",
    "     "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed8360a3-ccf2-44d0-8018-c4c87c4cba2f",
   "metadata": {},
   "source": [
    "#### close_spanner_session()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "14e1f023-320f-437d-bed0-51a143160061",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# https://cloud.google.com/spanner/docs/reference/rest/v1/projects.instances.databases.sessions/delete\n",
    "def close_spanner_session(session, project_id = project_id, spanner_instance = spanner_instance, spanner_database = spanner_database):\n",
    "  \"\"\"\n",
    "  Example:\n",
    "    response = get_spanner_sessions()\n",
    "    for session in response['sessions']:\n",
    "      close_spanner_session(session['name'])\n",
    "  \"\"\"\n",
    "\n",
    "  uri = f\"https://spanner.googleapis.com/v1/{session}\"\n",
    "  response = rest_api_helper(uri, \"DELETE\", {}, {\"name\": f\"{session}\"})\n",
    "  return response\n",
    "     "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba4e11b5-781d-4dde-a7f1-411d371e72c2",
   "metadata": {},
   "source": [
    "#### run_spanner_query()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "72345637-4dad-41c1-b2e6-9126ad722f83",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "def run_spanner_query(sql, spanner_database = spanner_database, query_options=None, create_new_session=False):\n",
    "  \"\"\"\n",
    "  Runs a Spanner query and returns the result.\n",
    "\n",
    "  Args:\n",
    "      sql: The SQL query to execute.\n",
    "      query_options: (Optional) A dictionary of advanced query options.\n",
    "                    See https://cloud.google.com/spanner/docs/reference/rest/v1/projects.instances.databases.sessions/executeSql#queryoptions\n",
    "                    for available options.\n",
    "\n",
    "  Returns:\n",
    "      A dictionary containing the query results.\n",
    "\n",
    "  Ref:\n",
    "      https://cloud.google.com/spanner/docs/reference/rest/v1/projects.instances.databases.sessions/executeSql\n",
    "  \"\"\"\n",
    "  # Ensure a session exists\n",
    "  # Create session\n",
    "  global session\n",
    "  if not session or create_new_session == True:\n",
    "    session = create_spanner_session()\n",
    "\n",
    "  # Initialize response vars\n",
    "  commit_response = \"\"\n",
    "  response = \"\"\n",
    "\n",
    "  # Construct the request URL\n",
    "  uri = f\"https://spanner.googleapis.com/v1/{session}:executeSql\"\n",
    "\n",
    "  # Set transaction type (readOnly/readWrite) and transaction object with commit type (begin/singleUse)\n",
    "  transaction_type = \"readWrite\" if any(x in sql.lower() for x in [\"insert\", \"update\", \"delete\"]) else \"readOnly\"\n",
    "  transaction = {\"begin\": {\"readWrite\": {}}} if transaction_type == \"readWrite\" else {\"singleUse\": {\"readOnly\": {}}}\n",
    "\n",
    "  request_body = {\n",
    "      \"sql\": sql,\n",
    "      \"transaction\": transaction\n",
    "  }\n",
    "  params = {\n",
    "      \"session\": session\n",
    "  }\n",
    "\n",
    "  if query_options:\n",
    "      request_body[\"queryOptions\"] = query_options\n",
    "\n",
    "  try:\n",
    "    # Make the request\n",
    "    response = rest_api_helper(uri, \"POST\", request_body=request_body, params = params)\n",
    "\n",
    "  except RuntimeError as e:\n",
    "    if \"Session not found\" in str(e):\n",
    "      print(f\"Session not found. Creating a new session and retrying the query...\")\n",
    "      return run_spanner_query(sql, spanner_database, query_options, create_new_session=True)  # Retry with a new session\n",
    "    else:\n",
    "      raise  # Re-raise the exception if it's not a \"Session not found\" error\n",
    "\n",
    "  # Commit transaction if read/write\n",
    "  if transaction_type == \"readWrite\":\n",
    "      uri = f\"https://spanner.googleapis.com/v1/{session}:commit\"\n",
    "      params = {\n",
    "          \"session\": session\n",
    "      }\n",
    "      commit_response = rest_api_helper(uri, \"POST\", {\"transactionId\": response['metadata']['transaction']['id']}, params)\n",
    "      print(f\"commit_response: {commit_response}\")\n",
    "\n",
    "  # Return a DataFrame if\n",
    "  if (sql.lower().strip().startswith((\"select\", \"with\", \"graph\"))):\n",
    "    columns = [field.get('name', 'unnamed_column') for field in response['metadata']['rowType']['fields']]\n",
    "\n",
    "    # Create DataFrame from rows\n",
    "    if 'rows' in response:\n",
    "      df = pd.DataFrame(response['rows'], columns=columns)\n",
    "      return df\n",
    "    else:\n",
    "      return response\n",
    "\n",
    "  else:\n",
    "    # Return the query results\n",
    "    return response"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c056779f-2612-474d-a86f-e96e08da9a1c",
   "metadata": {},
   "source": [
    "#### run_spanner_ddl()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6a747f55-f63b-4074-bad8-57ca19ac4e39",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "def run_spanner_ddl(ddl_array, project_id = project_id, spanner_instance = spanner_instance, spanner_database = spanner_database):\n",
    "  # Create tables in Spanner\n",
    "  # https://cloud.google.com/spanner/docs/reference/rest/v1/projects.instances.databases.tables/create#try-it\n",
    "\n",
    "  uri = f\"https://spanner.googleapis.com/v1/projects/{project_id}/instances/{spanner_instance}/databases/{spanner_database}/ddl\"\n",
    "  http_verb = \"PATCH\"\n",
    "  request_body = {\n",
    "      \"statements\": ddl_array\n",
    "  }\n",
    "\n",
    "  response = rest_api_helper(uri, http_verb, request_body)\n",
    "\n",
    "  operation_name = response['name']\n",
    "  uri = f\"https://spanner.googleapis.com/v1/{operation_name}\"\n",
    "\n",
    "  while True:\n",
    "    response = rest_api_helper(uri, \"GET\", {})\n",
    "    if response.get(\"done\", False):\n",
    "      if response.get(\"error\"):\n",
    "        print(response.get(\"error\"))\n",
    "      else:\n",
    "        print(\"Operation completed successfully.\")\n",
    "      break\n",
    "    else:\n",
    "      print(\"Operation not completed yet.\")\n",
    "      time.sleep(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81c3d7f1-d9d2-413e-90e3-fc04de906082",
   "metadata": {},
   "source": [
    "## Populate Database\n",
    "\n",
    "This section inserts sample data into the Spanner database. The Spanner database, tables, and property graph definition are already provisioned by Terraform."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a86f1f58-53b2-4112-a49e-0cb9ac889260",
   "metadata": {},
   "source": [
    "### Insert Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "10642083-d12f-4ac8-b06b-076fe22e030b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sql_array = []\n",
    "\n",
    "sql_array.append(\"\"\"\n",
    "INSERT OR IGNORE INTO Account (id, create_time, is_blocked, type) VALUES (1,\"2020-01-10 06:22:20.222\",false,\"brokerage account\"),(2,\"2020-01-27 17:55:09.206\",false,\"prepaid card\"),(3,\"2020-02-18 05:44:20.655\",false,\"brokerage account\"),(4,\"2020-02-29 08:49:53.902\",false,\"debit card\"),(5,\"2020-03-02 12:47:18.726\",false,\"brokerage account\"),(6,\"2020-03-21 15:25:34.327\",false,\"custodial account\"),(7,\"2020-04-13 17:53:48.932\",false,\"brokerage account\"),(8,\"2020-04-14 20:08:15.427\",true,\"trust account\"),(9,\"2020-04-20 06:20:25.717\",false,\"certificate of deposit\"),(10,\"2020-04-25 17:12:17.773\",false,\"debit card\"),(11,\"2020-05-01 12:42:05.751\",false,\"escrow account\"),(12,\"2020-05-07 09:31:24.731\",false,\"corporate account\"),(13,\"2020-05-12 02:54:39.38\",false,\"prepaid card\"),(14,\"2020-05-12 07:20:33.922\",false,\"escrow account\"),(15,\"2020-05-17 23:48:13.525\",false,\"certificate of deposit\"),(16,\"2020-05-22 13:25:24.547\",false,\"escrow account\"),(17,\"2020-05-24 23:04:09.662\",false,\"debit card\"),(18,\"2020-05-25 13:28:18.687\",false,\"prepaid card\"),(19,\"2020-05-26 08:20:41.462\",false,\"brokerage account\"),(20,\"2020-05-26 21:45:21.362\",false,\"internet account\"),(21,\"2020-05-29 11:12:33.826\",false,\"certificate of deposit\"),(22,\"2020-06-02 23:51:28.653\",false,\"trust account\"),(23,\"2020-06-10 23:13:28.056\",false,\"debit card\"),(24,\"2020-06-13 07:03:04.044\",false,\"prepaid card\"),(25,\"2020-06-18 00:04:22.973\",false,\"debit card\"),(26,\"2020-06-20 02:42:12.633\",false,\"foreign currency\"),(27,\"2020-06-27 03:53:28.622\",false,\"internet account\"),(28,\"2020-07-04 05:56:27.958\",false,\"prepaid card\"),(29,\"2020-07-05 22:59:05.522\",false,\"foreign currency\"),(30,\"2020-07-06 16:40:38.026\",false,\"corporate account\"),(31,\"2020-07-07 22:50:08.234\",false,\"prepaid card\"),(32,\"2020-07-08 02:44:39.09\",false,\"trust account\"),(33,\"2020-07-14 10:52:04.924\",false,\"debit card\"),(34,\"2020-07-17 02:39:41.539\",false,\"trust account\"),(35,\"2020-07-18 13:55:27.536\",false,\"credit card\"),(36,\"2020-07-19 18:34:04.354\",false,\"custodial account\"),(37,\"2020-07-20 04:59:56.786\",false,\"custodial account\"),(38,\"2020-07-27 12:05:32.638\",false,\"debit card\"),(39,\"2020-07-30 04:39:01.645\",false,\"retirement account\"),(40,\"2020-07-31 11:38:18.198\",false,\"retirement account\"),(41,\"2020-08-02 09:08:22.656\",false,\"foreign currency\"),(42,\"2020-08-02 11:50:21.996\",false,\"debit card\"),(43,\"2020-08-06 05:31:50.574\",false,\"foreign currency\"),(44,\"2020-08-08 19:05:07.512\",false,\"brokerage account\"),(45,\"2020-08-09 21:46:34.8\",false,\"prepaid card\"),(46,\"2020-08-09 22:53:40.287\",false,\"custodial account\"),(47,\"2020-08-10 07:35:44.962\",false,\"prepaid card\"),(48,\"2020-08-10 09:44:04.774\",true,\"certificate of deposit\"),(49,\"2020-08-11 03:40:41.045\",false,\"custodial account\"),(50,\"2020-08-11 07:31:33.655\",false,\"retirement account\"),(51,\"2020-08-12 19:49:11.684\",false,\"escrow account\"),(52,\"2020-08-12 21:26:22.15\",false,\"foreign currency\"),(53,\"2020-08-15 08:39:41.839\",false,\"foreign currency\"),(54,\"2020-08-15 11:15:30.647\",false,\"custodial account\"),(55,\"2020-08-15 16:01:36.985\",false,\"brokerage account\"),(56,\"2020-08-24 06:00:08.942\",false,\"retirement account\"),(57,\"2020-08-25 21:45:39.75\",false,\"foreign currency\"),(58,\"2020-08-29 16:24:18.633\",false,\"brokerage account\"),(59,\"2020-08-30 22:31:59.522\",true,\"certificate of deposit\"),(60,\"2020-08-31 01:11:41.554\",false,\"trust account\"),(61,\"2020-09-03 11:10:31.293\",false,\"internet account\"),(62,\"2020-09-03 21:45:38.601\",false,\"brokerage account\"),(63,\"2020-09-06 02:58:04.078\",false,\"foreign currency\"),(64,\"2020-09-09 20:20:39.17\",false,\"prepaid card\"),(65,\"2020-09-12 22:03:48.188\",false,\"prepaid card\"),(66,\"2020-09-18 03:49:33.735\",false,\"trust 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    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
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    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
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    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
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    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
    "INSERT OR IGNORE INTO AccountRepayLoan (id, loan_id, amount, create_time) VALUES (200,11,56809.8,\"2020-12-12 07:25:02.597\"),(328,22,16176.6,\"2021-01-18 01:40:25.317\"),(594,118,29710.8,\"2021-02-15 05:47:18.264\"),(322,408,14224.5,\"2021-02-24 02:10:02.173\"),(301,426,19256.4,\"2021-02-25 15:27:39.45\"),(123,76,13572.0,\"2021-02-27 17:12:54.065\"),(488,177,41723.1,\"2021-03-05 02:50:44.447\"),(478,143,62961.3,\"2021-03-18 10:47:01.624\"),(347,144,32540.4,\"2021-03-18 18:02:02.138\"),(218,116,56896.2,\"2021-03-21 15:25:04.761\"),(673,398,40149.0,\"2021-03-30 23:37:19.454\"),(566,419,23159.7,\"2021-04-04 03:19:09.026\"),(76,13,21133.8,\"2021-04-04 09:43:12.037\"),(23,298,41732.1,\"2021-04-11 21:41:55.996\"),(613,393,15767.1,\"2021-04-14 08:50:46.807\"),(211,222,42173.1,\"2021-04-22 16:16:44.564\"),(278,229,41796.0,\"2021-04-27 16:29:00.449\"),(222,350,18295.2,\"2021-05-08 04:25:19.58\"),(87,167,49192.2,\"2021-05-21 13:40:46.665\"),(569,110,54792.0,\"2021-06-04 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    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
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23:41:57.09\"),(414,601,\"2022-03-24 03:05:21.136\"),(355,602,\"2022-03-24 20:19:08.016\"),(220,603,\"2022-03-24 20:22:50\"),(422,604,\"2022-03-25 00:52:36.387\"),(458,605,\"2022-03-25 10:44:13.57\"),(30,606,\"2022-03-25 13:40:53.194\"),(361,607,\"2022-03-27 00:13:30.507\"),(383,608,\"2022-03-27 15:00:48.592\"),(27,609,\"2022-03-27 17:20:37.535\"),(244,610,\"2022-03-28 13:11:19.387\"),(192,611,\"2022-03-28 20:36:13.145\"),(452,612,\"2022-03-29 09:01:22.794\"),(167,613,\"2022-03-29 17:11:42.493\"),(385,614,\"2022-03-29 22:24:10.474\"),(376,615,\"2022-03-30 01:06:48.575\"),(188,616,\"2022-03-31 00:21:19.56\"),(320,617,\"2022-03-31 09:46:07.335\"),(42,618,\"2022-03-31 16:28:05.404\"),(53,619,\"2022-03-31 23:42:52.729\"),(208,620,\"2022-04-01 16:09:53.718\"),(148,621,\"2022-04-01 17:20:06.019\"),(195,622,\"2022-04-01 17:44:21.436\"),(456,623,\"2022-04-02 04:41:21.554\"),(105,624,\"2022-04-02 10:02:08.149\"),(19,625,\"2022-04-02 20:46:15.751\"),(353,626,\"2022-04-02 21:24:21.812\"),(349,627,\"2022-04-03 08:44:47.963\"),(443,628,\"2022-04-03 09:07:51.934\"),(30,629,\"2022-04-03 23:14:30.24\"),(228,630,\"2022-04-04 03:38:58.846\"),(183,631,\"2022-04-04 08:43:49.528\"),(60,632,\"2022-04-04 09:55:50.313\"),(329,633,\"2022-04-04 14:22:09.032\"),(287,634,\"2022-04-04 18:39:02.973\"),(95,635,\"2022-04-04 19:46:46.991\"),(175,636,\"2022-04-05 04:02:29.07\"),(156,637,\"2022-04-05 07:17:38.748\"),(23,638,\"2022-04-06 09:13:54.514\"),(178,639,\"2022-04-06 17:48:51.557\"),(50,640,\"2022-04-07 06:24:17.853\"),(214,641,\"2022-04-08 09:18:27.453\"),(200,642,\"2022-04-08 11:56:15.043\"),(329,643,\"2022-04-08 13:24:42.05\"),(18,644,\"2022-04-08 17:22:22.244\"),(454,645,\"2022-04-08 20:19:35.343\"),(68,646,\"2022-04-09 01:27:07.398\"),(42,647,\"2022-04-09 21:27:42.488\"),(485,648,\"2022-04-11 02:05:14.237\"),(437,649,\"2022-04-11 03:26:15.8\"),(274,650,\"2022-04-11 15:54:08.39\"),(131,651,\"2022-04-11 20:20:07.346\"),(95,652,\"2022-04-12 08:59:51.705\"),(56,653,\"2022-04-12 17:19:52.015\"),(22,654,\"2022-04-13 03:55:20.223\"),(463,655,\"2022-04-14 05:37:45.069\"),(147,656,\"2022-04-14 15:04:45.97\"),(166,657,\"2022-04-14 20:39:56.601\"),(271,658,\"2022-04-15 13:43:42.684\"),(483,659,\"2022-04-16 01:54:29.505\"),(285,660,\"2022-04-16 02:08:09.496\"),(95,661,\"2022-04-16 04:05:48.189\"),(22,662,\"2022-04-16 10:38:01.648\"),(472,663,\"2022-04-16 23:09:03.634\"),(28,664,\"2022-04-17 06:18:58.273\"),(258,665,\"2022-04-17 20:56:52.04\"),(91,666,\"2022-04-18 02:11:17.417\"),(413,667,\"2022-04-18 11:55:27.372\"),(431,668,\"2022-04-19 03:41:51.253\"),(286,669,\"2022-04-19 18:15:40.401\"),(41,670,\"2022-04-20 15:07:42.169\"),(492,671,\"2022-04-21 02:48:59.274\"),(403,672,\"2022-04-21 17:56:14.31\"),(352,673,\"2022-04-21 20:10:57.094\"),(318,674,\"2022-04-21 22:18:40.133\"),(40,675,\"2022-04-24 16:38:47.923\"),(174,676,\"2022-04-25 21:26:50.279\"),(30,677,\"2022-04-26 00:18:13.049\"),(153,678,\"2022-04-26 15:12:34.529\"),(423,679,\"2022-04-26 16:35:19.322\"),(84,680,\"2022-04-27 03:17:17.276\"),(174,681,\"2022-04-27 05:59:34.073\"),(118,682,\"2022-04-27 12:42:53.75\"),(388,683,\"2022-04-27 18:03:58.955\"),(314,684,\"2022-04-28 01:02:37.345\"),(57,685,\"2022-04-28 20:49:55.759\"),(214,686,\"2022-04-29 03:22:01.765\"),(88,687,\"2022-04-29 14:42:30.39\"),(277,688,\"2022-04-29 20:35:02.744\"),(314,689,\"2022-04-29 23:01:34.254\"),(488,690,\"2022-04-30 05:05:38.972\"),(269,691,\"2022-04-30 05:55:13.831\"),(375,692,\"2022-05-01 00:43:12.199\"),(410,693,\"2022-05-01 06:20:10.018\"),(479,694,\"2022-05-01 09:24:00.595\"),(170,695,\"2022-05-01 18:39:02.073\"),(392,696,\"2022-05-02 00:34:31.916\"),(86,697,\"2022-05-02 09:56:19.521\"),(127,698,\"2022-05-02 10:10:39.294\"),(215,699,\"2022-05-02 19:46:17.96\"),(22,700,\"2022-05-03 08:34:01.85\");\n",
    "\"\"\")\n",
    "\n",
    "sql_array.append(\"\"\"\n",
    "INSERT OR IGNORE INTO AccountAudits (id, audit_timestamp, audit_details) VALUES (229,\"2021-03-09 02:51:45\", \"Payment method removed.\"), (641,\"2020-05-14 06:57:02\", \"Account deleted by user.\"), (312,\"2021-07-30 04:31:37\", \"Account successfully created.\"), (13,\"2020-08-28 19:20:01\", \"Data import completed.\"), (123,\"2021-02-17 04:46:09\", \"Account password updated.\"), (210,\"2020-09-02 01:11:51\", \"User logged in successfully.\"), (683,\"2021-01-12 11:57:50\", \"Payment method removed.\"), (696,\"2020-12-26 15:18:35\", \"User logged in successfully.\"), (225,\"2021-01-07 02:34:05\", \"Subscription cancelled.\"), (438,\"2021-11-14 22:01:41\", \"Security question updated.\"), (602,\"2020-11-15 20:51:09\", \"Data import completed.\"), (497,\"2020-04-01 23:24:08\", \"Account deleted by user.\"), (437,\"2021-12-15 04:17:57\", \"Data import completed.\"), (451,\"2020-04-21 12:03:52\", \"Support ticket created.\"), (638,\"2021-09-01 10:17:05\", \"Suspicious activity detected from new location.\"), (405,\"2021-01-01 02:40:21\", \"Subscription cancelled.\"), (247,\"2021-01-24 18:29:10\", \"Two-factor authentication disabled.\"), (247,\"2021-12-16 12:15:05\", \"Payment method removed.\"), (327,\"2021-03-17 08:40:36\", \"Subscription cancelled.\"), (18,\"2020-04-27 09:19:04\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (337,\"2021-01-25 02:11:45\", \"Device unlinked from the account.\"), (554,\"2021-07-22 02:49:42\", \"Two-factor authentication disabled.\"), (306,\"2021-05-31 22:13:10\", \"Subscription cancelled.\"), (577,\"2020-09-13 06:25:10\", \"Two-factor authentication disabled.\"), (312,\"2020-01-29 16:01:55\", \"File downloaded from the account.\"), (368,\"2021-05-29 12:52:42\", \"Two-factor authentication enabled.\"), (416,\"2021-08-15 06:44:24\", \"Subscription renewed.\"), (163,\"2021-09-08 20:07:05\", \"Account password updated.\"), (450,\"2020-06-18 21:51:49\", \"API key generated.\"), (225,\"2020-07-12 15:51:43\", \"Account subscription upgraded.\"), (437,\"2020-08-31 15:10:47\", \"Account subscription upgraded.\"), (520,\"2020-11-02 09:02:08\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (290,\"2020-03-12 12:16:11\", \"Billing information updated.\"), (44,\"2021-03-31 09:27:30\", \"API key revoked.\"), (44,\"2020-11-03 05:33:04\", \"Account permissions modified.\"), (129,\"2021-04-22 15:55:43\", \"Account deleted by user.\"), (8,\"2020-07-15 10:27:34\", \"User logged out successfully.\"), (3,\"2021-11-21 06:44:08\", \"Account deleted by user.\"), (404,\"2020-03-03 13:39:11\", \"File uploaded to the account.\"), (285,\"2020-10-13 00:26:37\", \"Data import completed.\"), (688,\"2020-01-09 02:47:03\", \"Account password updated.\"), (621,\"2020-06-14 22:06:01\", \"Billing information updated.\"), (247,\"2020-02-16 21:49:20\", \"Notification preferences changed.\"), (75,\"2021-07-07 20:34:01\", \"Privacy settings updated.\"), (641,\"2021-11-12 12:56:05\", \"Device unlinked from the account.\"), (65,\"2020-10-26 22:21:41\", \"Subscription renewed.\"), (617,\"2021-04-30 05:00:07\", \"Notification preferences changed.\"), (3,\"2021-06-08 04:45:13\", \"Privacy settings updated.\"), (602,\"2021-11-02 07:59:10\", \"Data export requested.\"), (146,\"2020-06-24 21:35:43\", \"Support ticket closed.\"), (353,\"2020-09-25 04:37:16\", \"Account unlocked by system administrator.\"), (247,\"2021-05-20 07:25:50\", \"User logged in successfully.\"), (347,\"2021-06-30 17:41:05\", \"Two-factor authentication enabled.\"), (65,\"2020-09-02 12:55:20\", \"Account locked due to multiple failed login attempts.\"), (438,\"2020-05-31 23:11:23\", \"Account unlocked by system administrator.\"), (173,\"2021-04-23 15:13:37\", \"Data import completed.\"), (497,\"2021-07-18 01:08:32\", \"API key generated.\"), (285,\"2020-09-29 05:18:01\", \"User logged in successfully.\"), (289,\"2020-06-05 20:31:37\", \"Account permissions modified.\"), (301,\"2021-07-28 02:41:03\", \"Data import completed.\"), (404,\"2020-11-07 21:03:51\", \"Data import completed.\"), (48,\"2021-08-26 21:07:53\", \"Security question updated.\"), (368,\"2020-08-26 08:58:28\", \"User logged in successfully.\"), (602,\"2021-10-03 02:56:10\", \"Account details viewed by user.\"), (218,\"2020-12-03 00:05:11\", \"Account successfully created.\"), (3,\"2021-10-10 19:27:26\", \"Two-factor authentication disabled.\"), (650,\"2021-12-19 06:19:12\", \"Account locked due to multiple failed login attempts.\"), (282,\"2021-02-01 16:19:23\", \"User logged in successfully.\"), (285,\"2021-04-20 05:18:23\", \"New device linked to the account.\"), (163,\"2021-03-31 13:30:35\", \"Payment method removed.\"), (518,\"2021-05-23 20:26:15\", \"Two-factor authentication enabled.\"), (210,\"2020-11-01 22:03:40\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (96,\"2020-01-22 18:10:04\", \"Account subscription upgraded.\"), (475,\"2021-04-16 17:48:50\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (146,\"2021-09-30 18:40:44\", \"Login attempt from unrecognized device.\"), (218,\"2020-07-26 14:05:17\", \"Login attempt from unrecognized device.\"), (520,\"2021-11-27 11:13:24\", \"Successful login from new IP address.\"), (645,\"2020-02-20 18:44:16\", \"API key generated.\"), (212,\"2020-10-06 00:36:12\", \"Referral link shared.\"), (228,\"2020-12-14 05:40:35\", \"Account permissions modified.\"), (301,\"2020-03-02 23:06:46\", \"Device unlinked from the account.\"), (347,\"2020-10-30 13:35:36\", \"Privacy settings updated.\"), (282,\"2020-07-18 05:54:03\", \"Account recovery email updated.\"), (96,\"2020-02-29 10:21:23\", \"Payment method removed.\"), (153,\"2021-10-16 10:17:59\", \"Account password reset successfully.\"), (158,\"2021-09-02 15:06:59\", \"Account password updated.\"), (446,\"2021-11-18 15:26:27\", \"Two-factor authentication enabled.\"), (645,\"2020-05-10 11:39:19\", \"Account deleted by user.\"), (158,\"2020-07-13 16:10:39\", \"File uploaded to the account.\"), (153,\"2020-02-26 13:56:23\", \"Privacy settings updated.\"), (520,\"2021-01-22 07:02:11\", \"Account unlocked by system administrator.\"), (518,\"2020-12-14 21:25:48\", \"Account successfully created.\"), (196,\"2021-05-13 14:03:23\", \"Account recovery email updated.\"), (475,\"2020-01-18 03:07:46\", \"Account password reset successfully.\"), (438,\"2021-04-28 05:18:15\", \"Subscription cancelled.\"), (275,\"2021-01-18 20:51:00\", \"Account unlocked by system administrator.\"), (337,\"2020-09-11 13:35:07\", \"Suspicious activity detected from new location.\"), (405,\"2020-09-01 22:53:23\", \"API key revoked.\"), (645,\"2021-06-06 00:04:47\", \"Account details viewed by user.\"), (577,\"2020-09-27 16:15:45\", \"Account unlocked by system administrator.\"), (368,\"2020-09-29 22:36:44\", \"User logged in successfully.\"), (225,\"2021-11-17 01:07:37\", \"Payment method added.\"), (520,\"2021-03-13 19:50:34\", \"API key generated.\"), (455,\"2021-10-12 02:42:16\", \"User logged in successfully.\"), (130,\"2021-05-05 11:22:15\", \"Login attempt from unrecognized device.\"), (186,\"2020-05-01 13:16:27\", \"New device linked to the account.\"), (246,\"2020-08-01 08:33:46\", \"Account password reset successfully.\"), (213,\"2021-03-18 15:04:28\", \"Two-factor authentication enabled.\"), (213,\"2020-11-16 16:36:14\", \"Referral link shared.\"), (153,\"2020-12-08 06:13:28\", \"File downloaded from the account.\"), (568,\"2021-02-01 08:08:53\", \"Account temporarily suspended.\"), (171,\"2020-06-28 06:53:15\", \"Support ticket closed.\"), (562,\"2020-12-23 11:10:07\", \"Two-factor authentication enabled.\"), (312,\"2021-12-03 09:22:19\", \"Account subscription upgraded.\"), (347,\"2020-06-07 23:55:04\", \"Privacy settings updated.\"), (347,\"2021-03-30 04:26:22\", \"Account subscription upgraded.\"), (597,\"2021-09-24 22:28:46\", \"Login attempt from unrecognized device.\"), (225,\"2020-11-11 04:17:51\", \"Payment method removed.\"), (528,\"2021-04-06 21:59:42\", \"Account successfully created.\"), (489,\"2021-08-28 07:20:21\", \"Notification preferences changed.\"), (545,\"2020-08-21 22:14:26\", \"Profile picture updated.\"), (650,\"2021-07-11 14:26:43\", \"Profile picture updated.\"), (641,\"2021-08-25 05:36:23\", \"File uploaded to the account.\"), (577,\"2020-07-13 22:54:13\", \"Account subscription upgraded.\"), (275,\"2020-07-10 23:43:12\", \"Support ticket closed.\"), (404,\"2020-03-03 15:04:57\", \"Account details viewed by user.\"), (450,\"2021-02-01 13:22:39\", \"Account locked due to multiple failed login attempts.\"), (18,\"2020-10-22 12:49:15\", \"Account details viewed by user.\"), (393,\"2021-03-21 09:18:19\", \"Data export requested.\"), (123,\"2021-02-07 09:22:43\", \"API key revoked.\"), (4,\"2021-09-04 15:28:14\", \"Subscription renewed.\"), (393,\"2021-08-19 19:12:54\", \"Support ticket closed.\"), (597,\"2020-11-14 21:26:33\", \"Profile picture updated.\"), (446,\"2021-03-08 00:47:19\", \"Account password reset successfully.\"), (8,\"2020-11-20 01:46:07\", \"Billing information updated.\"), (3,\"2021-04-06 09:18:37\", \"Support ticket closed.\"), (590,\"2020-07-13 06:14:06\", \"Security question updated.\"), (404,\"2020-06-20 08:10:49\", \"Billing information updated.\"), (520,\"2021-06-11 13:31:30\", \"Account unlocked by system administrator.\"), (6,\"2020-08-11 10:07:53\", \"User logged in successfully.\"), (306,\"2021-12-24 18:39:10\", \"Profile picture updated.\"), (520,\"2021-11-29 12:24:04\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (327,\"2021-07-17 15:12:38\", \"Payment method added.\"), (8,\"2021-11-15 09:54:30\", \"API key revoked.\"), (582,\"2020-10-06 02:02:43\", \"Account details viewed by user.\"), (246,\"2020-11-19 19:19:13\", \"Account password reset requested.\"), (13,\"2021-03-30 03:19:37\", \"Account password updated.\"), (590,\"2020-01-11 15:17:43\", \"Account successfully created.\"), (391,\"2020-02-29 13:04:36\", \"File downloaded from the account.\"), (196,\"2020-04-18 05:51:36\", \"User logged out successfully.\"), (650,\"2021-03-23 22:34:30\", \"Subscription cancelled.\"), (405,\"2020-10-11 21:11:23\", \"Two-factor authentication enabled.\"), (475,\"2020-06-25 21:43:04\", \"API key revoked.\"), (119,\"2021-01-07 10:39:15\", \"Subscription renewed.\"), (392,\"2021-09-23 16:14:39\", \"Billing information updated.\"), (475,\"2021-08-03 11:50:16\", \"Device unlinked from the account.\"), (694,\"2020-11-19 19:03:49\", \"Account permissions modified.\"), (381,\"2021-02-27 18:31:01\", \"Payment method removed.\"), (650,\"2021-08-14 00:20:45\", \"Account recovery email updated.\"), (453,\"2021-01-06 20:22:46\", \"API key generated.\"), (186,\"2021-07-28 22:49:16\", \"Subscription renewed.\"), (430,\"2021-08-24 22:16:38\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (438,\"2021-03-09 15:51:19\", \"Account password reset successfully.\"), (158,\"2020-01-07 07:23:37\", \"User logged out successfully.\"), (694,\"2020-09-12 22:45:38\", \"Two-factor authentication disabled.\"), (212,\"2021-12-15 05:23:02\", \"File uploaded to the account.\"), (518,\"2021-02-24 06:15:04\", \"API key generated.\"), (688,\"2020-05-23 09:25:55\", \"Two-factor authentication enabled.\"), (696,\"2021-10-14 02:12:50\", \"Security question updated.\"), (554,\"2020-10-04 11:24:23\", \"Support ticket created.\"), (8,\"2021-03-11 09:22:28\", \"Account password reset requested.\"), (210,\"2021-01-11 01:49:13\", \"Support ticket closed.\"), (8,\"2021-06-23 23:43:16\", \"Account password updated.\"), (451,\"2020-01-03 02:58:04\", \"Suspicious activity detected from new location.\"), (527,\"2021-01-29 09:23:30\", \"Account details viewed by user.\"), (545,\"2021-05-09 16:58:31\", \"Account successfully created.\"), (497,\"2020-05-04 23:33:59\", \"Account locked due to multiple failed login attempts.\"), (416,\"2021-03-11 04:17:06\", \"Login attempt from unrecognized device.\"), (337,\"2020-04-28 23:01:54\", \"Account subscription upgraded.\"), (119,\"2020-01-06 23:33:59\", \"Subscription renewed.\"), (212,\"2021-08-04 03:46:55\", \"Login attempt from unrecognized device.\"), (568,\"2021-06-05 01:25:57\", \"Subscription cancelled.\"), (353,\"2020-01-21 19:54:44\", \"Account unlocked by system administrator.\"), (416,\"2020-03-01 11:34:00\", \"File uploaded to the account.\"), (381,\"2020-08-15 09:26:27\", \"Successful login from new IP address.\"), (437,\"2020-01-12 10:09:14\", \"Account deleted by user.\"), (44,\"2020-10-03 09:28:22\", \"API key revoked.\"), (450,\"2020-05-08 10:34:54\", \"Two-factor authentication enabled.\"), (186,\"2021-06-18 10:18:16\", \"Account password reset successfully.\"), (453,\"2021-09-09 09:10:46\", \"Support ticket closed.\"), (404,\"2020-02-17 04:34:58\", \"Login attempt from unrecognized device.\"), (206,\"2021-08-22 09:01:55\", \"Security question updated.\"), (153,\"2020-05-04 08:51:37\", \"Account recovery email updated.\"), (391,\"2021-05-15 00:15:56\", \"Account unlocked by system administrator.\"), (608,\"2021-10-22 03:23:17\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (427,\"2021-02-21 21:59:25\", \"API key revoked.\"), (455,\"2020-11-30 08:52:46\", \"Payment method added.\"), (650,\"2021-12-18 14:29:06\", \"Account successfully created.\"), (129,\"2020-02-13 00:37:57\", \"Account password reset requested.\"), (453,\"2021-03-15 18:39:15\", \"Notification preferences changed.\"), (489,\"2020-09-09 23:52:09\", \"Account deleted by user.\"), (464,\"2021-01-05 15:35:25\", \"Profile picture updated.\"), (554,\"2021-07-12 00:42:50\", \"User logged in successfully.\"), (229,\"2021-02-07 21:25:24\", \"Profile picture updated.\"), (301,\"2020-05-16 13:22:18\", \"Data import completed.\"), (282,\"2020-03-27 08:10:51\", \"Support ticket closed.\"), (438,\"2020-12-09 17:56:16\", \"API key generated.\"), (375,\"2021-08-24 21:12:00\", \"User logged in successfully.\"), (75,\"2021-10-04 00:55:23\", \"Subscription renewed.\"), (688,\"2020-02-25 22:27:13\", \"Payment method removed.\"), (683,\"2020-05-04 13:50:30\", \"Device unlinked from the account.\"), (353,\"2020-02-11 21:40:06\", \"Billing information updated.\"), (96,\"2020-08-15 04:10:06\", \"Login attempt from unrecognized device.\"), (617,\"2020-06-08 19:07:19\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (451,\"2020-06-09 13:00:48\", \"Account password reset successfully.\"), (392,\"2021-04-02 12:05:56\", \"User logged in successfully.\"), (688,\"2021-10-01 14:32:51\", \"API key revoked.\"), (617,\"2020-08-11 09:23:39\", \"Account locked due to multiple failed login attempts.\"), (392,\"2021-10-15 17:09:39\", \"Account permissions modified.\"), (196,\"2020-01-27 20:05:26\", \"Account unlocked by system administrator.\"), (130,\"2020-07-05 20:04:29\", \"File uploaded to the account.\"), (123,\"2021-11-13 13:55:12\", \"Billing information updated.\"), (153,\"2020-10-07 10:10:29\", \"File uploaded to the account.\"), (518,\"2020-08-18 15:05:17\", \"Account password reset successfully.\"), (225,\"2021-06-22 13:13:52\", \"Account unlocked by system administrator.\"), (123,\"2021-02-17 23:57:05\", \"API key generated.\"), (8,\"2020-05-26 14:33:07\", \"Subscription renewed.\"), (229,\"2021-07-26 08:40:50\", \"Data import completed.\"), (247,\"2021-03-13 23:46:57\", \"Referral link shared.\"), (621,\"2021-08-02 19:40:15\", \"Subscription renewed.\"), (4,\"2020-01-14 11:59:52\", \"Two-factor authentication enabled.\"), (153,\"2020-12-13 18:58:38\", \"Account deleted by user.\"), (562,\"2021-04-01 16:16:58\", \"Account successfully created.\"), (392,\"2020-12-18 19:07:27\", \"Successful login from new IP address.\"), (573,\"2020-04-01 06:36:08\", \"API key revoked.\"), (694,\"2020-05-08 17:19:11\", \"Successful login from new IP address.\"), (18,\"2021-03-10 05:58:55\", \"Account deleted by user.\"), (391,\"2020-01-30 02:58:04\", \"Subscription renewed.\"), (501,\"2021-11-07 05:54:23\", \"Notification preferences changed.\"), (13,\"2020-06-19 09:22:02\", \"Security question updated.\"), (75,\"2021-12-26 13:43:38\", \"Subscription cancelled.\"), (467,\"2021-06-10 08:17:13\", \"Subscription cancelled.\"), (146,\"2021-11-12 02:52:50\", \"Account details viewed by user.\"), (455,\"2021-07-10 18:49:19\", \"Suspicious activity detected from new location.\"), (225,\"2020-03-29 05:16:38\", \"Payment method added.\"), (8,\"2021-03-06 16:10:39\", \"New device linked to the account.\"), (13,\"2021-12-29 21:39:21\", \"File uploaded to the account.\"), (282,\"2021-03-11 09:53:09\", \"Two-factor authentication enabled.\"), (173,\"2021-01-18 07:07:24\", \"Referral link shared.\"), (289,\"2021-03-22 11:28:32\", \"User logged in successfully.\"), (301,\"2021-08-04 12:29:10\", \"Account temporarily suspended.\"), (688,\"2021-10-27 17:41:41\", \"Two-factor authentication enabled.\"), (497,\"2020-08-18 13:19:26\", \"Payment method removed.\"), (381,\"2020-10-31 14:34:43\", \"Account locked due to multiple failed login attempts.\"), (18,\"2021-04-27 05:57:12\", \"Successful login from new IP address.\"), (650,\"2020-01-12 21:05:15\", \"Device unlinked from the account.\"), (48,\"2020-10-17 00:42:10\", \"File downloaded from the account.\"), (608,\"2020-09-16 05:42:56\", \"User logged in successfully.\"), (218,\"2020-03-18 21:26:01\", \"Account deleted by user.\"), (545,\"2020-12-30 01:42:56\", \"Subscription renewed.\"), (608,\"2020-01-24 13:38:34\", \"API key revoked.\"), (562,\"2020-01-13 02:30:55\", \"Login attempt from unrecognized device.\"), (638,\"2021-06-05 12:13:55\", \"File downloaded from the account.\"), (568,\"2021-09-20 23:59:13\", \"Device unlinked from the account.\"), (275,\"2020-06-26 14:33:34\", \"Account deleted by user.\"), (442,\"2020-06-19 09:55:23\", \"Account locked due to multiple failed login attempts.\"), (44,\"2020-09-06 16:29:59\", \"Account deleted by user.\"), (212,\"2020-12-11 02:00:36\", \"Support ticket closed.\"), (289,\"2020-04-19 23:46:34\", \"Two-factor authentication enabled.\"), (119,\"2021-08-27 17:50:48\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (247,\"2021-10-27 16:17:29\", \"File downloaded from the account.\"), (528,\"2020-11-02 11:55:35\", \"Account subscription upgraded.\"), (430,\"2020-10-21 19:58:13\", \"Data export requested.\"), (207,\"2021-09-04 20:32:57\", \"Account temporarily suspended.\"), (290,\"2021-03-16 12:38:09\", \"Support ticket closed.\"), (4,\"2020-07-10 23:35:21\", \"API key generated.\"), (688,\"2021-04-07 07:00:57\", \"Subscription renewed.\"), (451,\"2020-09-12 15:30:05\", \"Account password updated.\"), (247,\"2021-10-06 05:46:00\", \"Referral link shared.\"), (186,\"2021-07-12 01:31:11\", \"File uploaded to the account.\"), (393,\"2021-09-06 13:37:05\", \"Security question updated.\"), (688,\"2020-04-24 17:48:30\", \"Support ticket created.\"), (48,\"2021-07-03 15:18:47\", \"Account password updated.\"), (117,\"2020-12-13 09:45:05\", \"Account unlocked by system administrator.\"), (196,\"2021-02-12 19:50:09\", \"Payment method added.\"), (289,\"2021-12-15 01:46:39\", \"API key revoked.\"), (528,\"2020-01-31 17:37:31\", \"Privacy settings updated.\"), (381,\"2020-08-30 04:01:14\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (3,\"2020-07-21 12:26:54\", \"Data import completed.\"), (520,\"2020-10-26 00:42:09\", \"Two-factor authentication enabled.\"), (229,\"2020-05-04 02:46:29\", \"Notification preferences changed.\"), (489,\"2021-05-22 04:56:05\", \"Account password updated.\"), (246,\"2021-08-07 20:19:03\", \"Payment method removed.\"), (438,\"2020-08-27 01:19:25\", \"Account locked due to multiple failed login attempts.\"), (430,\"2020-03-06 20:46:12\", \"Account successfully created.\"), (294,\"2021-01-15 02:05:51\", \"Account subscription upgraded.\"), (453,\"2021-05-26 02:01:51\", \"Account subscription upgraded.\"), (6,\"2021-03-25 21:07:39\", \"Payment method added.\"), (568,\"2021-03-03 23:17:41\", \"Support ticket closed.\"), (129,\"2021-03-03 05:12:30\", \"Security question updated.\"), (446,\"2020-01-22 06:32:48\", \"Security question updated.\"), (501,\"2020-09-19 00:09:46\", \"Account locked due to multiple failed login attempts.\"), (430,\"2021-11-30 13:38:59\", \"Notification preferences changed.\"), (427,\"2020-03-21 00:15:15\", \"User logged out successfully.\"), (554,\"2021-12-16 08:23:35\", \"Privacy settings updated.\"), (65,\"2021-04-07 06:42:00\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (312,\"2020-03-18 23:45:34\", \"Account permissions modified.\"), (294,\"2020-06-26 02:12:33\", \"Suspicious activity detected from new location.\"), (294,\"2020-08-27 03:11:18\", \"Account details viewed by user.\"), (207,\"2021-08-02 15:42:04\", \"Subscription renewed.\"), (13,\"2020-09-10 13:34:08\", \"Payment method removed.\"), (65,\"2021-11-22 16:57:59\", \"Subscription renewed.\"), (171,\"2020-03-25 16:50:49\", \"Account successfully created.\"), (210,\"2021-06-01 00:43:42\", \"Login attempt from unrecognized device.\"), (582,\"2021-11-01 12:10:40\", \"Two-factor authentication enabled.\"), (3,\"2021-07-16 10:01:41\", \"Subscription renewed.\"), (117,\"2020-07-05 04:18:52\", \"API key revoked.\"), (337,\"2020-12-24 10:03:28\", \"Payment method added.\"), (619,\"2021-03-01 10:10:39\", \"Suspicious activity detected from new location.\"), (437,\"2021-04-07 11:00:46\", \"Account locked due to multiple failed login attempts.\"), (694,\"2021-05-10 11:14:51\", \"Account details viewed by user.\"), (6,\"2020-12-31 21:47:28\", \"Profile picture updated.\"), (48,\"2021-10-17 09:14:07\", \"API key revoked.\"), (597,\"2021-12-09 14:09:49\", \"API key generated.\"), (688,\"2020-01-26 00:27:33\", \"Payment method added.\"), (207,\"2020-01-24 20:21:11\", \"Billing information updated.\"), (688,\"2021-05-24 19:29:47\", \"Support ticket closed.\"), (438,\"2020-02-15 22:02:12\", \"Account subscription upgraded.\"), (212,\"2021-11-03 13:22:27\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (96,\"2021-10-29 06:35:52\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (306,\"2021-01-16 05:52:50\", \"Two-factor authentication disabled.\"), (123,\"2021-06-18 10:05:33\", \"Security question updated.\"), (464,\"2020-03-14 07:32:18\", \"Two-factor authentication enabled.\"), (306,\"2020-11-29 07:22:07\", \"File downloaded from the account.\"), (337,\"2020-09-25 01:02:43\", \"New device linked to the account.\"), (44,\"2021-12-04 19:47:09\", \"Two-factor authentication enabled.\"), (381,\"2020-05-13 01:25:24\", \"Support ticket closed.\"), (693,\"2021-07-16 19:22:15\", \"Account password updated.\"), (602,\"2021-06-10 18:12:15\", \"Account permissions modified.\"), (289,\"2021-07-19 02:09:36\", \"Account password reset successfully.\"), (375,\"2021-05-16 11:50:40\", \"Account deleted by user.\"), (467,\"2021-05-01 07:43:26\", \"New device linked to the account.\"), (545,\"2020-01-03 15:01:39\", \"Account recovery email updated.\"), (617,\"2021-01-13 19:57:22\", \"Privacy settings updated.\"), (602,\"2021-05-04 21:37:16\", \"Data export requested.\"), (171,\"2021-09-26 15:27:44\", \"Data import completed.\"), (294,\"2020-09-02 00:38:31\", \"Billing information updated.\"), (123,\"2021-06-03 06:10:25\", \"Account successfully created.\"), (554,\"2021-04-08 04:06:27\", \"New device linked to the account.\"), (6,\"2021-11-19 15:01:43\", \"Device unlinked from the account.\"), (247,\"2021-11-28 02:37:09\", \"Subscription cancelled.\"), (196,\"2020-08-18 12:14:54\", \"Account password updated.\"), (130,\"2021-01-25 01:10:21\", \"Two-factor authentication disabled.\"), (528,\"2020-09-07 09:48:27\", \"Privacy settings updated.\"), (218,\"2020-10-28 19:01:17\", \"Suspicious activity detected from new location.\"), (294,\"2020-01-25 04:38:46\", \"Payment method added.\"), (504,\"2020-05-28 16:07:34\", \"Suspicious activity detected from new location.\"), (608,\"2021-12-23 17:25:44\", \"Account password reset requested.\"), (282,\"2020-08-22 09:53:54\", \"Account password reset successfully.\"), (3,\"2020-03-29 00:27:36\", \"Account password reset successfully.\"), (489,\"2020-02-29 23:54:59\", \"Account password updated.\"), (621,\"2021-06-15 07:33:20\", \"Account details viewed by user.\"), (212,\"2020-01-16 02:15:04\", \"Successful login from new IP address.\"), (645,\"2020-06-25 10:59:08\", \"Account deleted by user.\"), (48,\"2020-08-22 06:21:04\", \"Support ticket closed.\"), (213,\"2021-10-13 19:32:02\", \"Account password reset successfully.\"), (290,\"2020-09-16 09:20:21\", \"Account permissions modified.\"), (693,\"2021-08-02 12:08:43\", \"Billing information updated.\"), (505,\"2021-08-29 00:05:24\", \"Data import completed.\"), (602,\"2020-04-20 00:52:09\", \"Data import completed.\"), (213,\"2020-08-14 00:25:44\", \"Data export requested.\"), (247,\"2021-01-06 08:56:08\", \"Profile picture updated.\"), (117,\"2021-10-08 15:20:14\", \"Payment method added.\"), (75,\"2020-12-07 05:42:09\", \"API key revoked.\"), (196,\"2020-09-10 22:24:16\", \"Suspicious activity detected from new location.\"), (13,\"2020-02-18 00:41:02\", \"Account recovery email updated.\"), (455,\"2021-05-15 17:20:35\", \"Account locked due to multiple failed login attempts.\"), (575,\"2021-04-23 00:10:22\", \"Payment method added.\"), (562,\"2021-09-04 20:30:50\", \"Account locked due to multiple failed login attempts.\"), (285,\"2020-02-28 18:37:10\", \"Suspicious activity detected from new location.\"), (393,\"2021-01-02 11:08:14\", \"Account temporarily suspended.\"), (641,\"2021-08-23 18:55:47\", \"Account details viewed by user.\"), (186,\"2020-03-07 09:03:05\", \"File downloaded from the account.\"), (528,\"2021-10-08 06:15:33\", \"User logged in successfully.\"), (450,\"2020-07-25 12:27:14\", \"Suspicious activity detected from new location.\"), (453,\"2021-03-07 15:57:55\", \"Account details viewed by user.\"), (123,\"2020-02-23 12:40:05\", \"API key generated.\"), (696,\"2020-08-25 06:04:33\", \"Two-factor authentication disabled.\"), (416,\"2021-06-22 12:48:01\", \"Account successfully created.\"), (597,\"2020-03-21 11:30:56\", \"Two-factor authentication enabled.\"), (196,\"2021-04-06 22:35:06\", \"File uploaded to the account.\"), (173,\"2021-09-04 00:57:52\", \"Account successfully created.\"), (590,\"2020-03-01 02:56:54\", \"Billing information updated.\"), (225,\"2021-10-15 07:34:01\", \"Security question updated.\"), (693,\"2021-11-14 18:03:39\", \"File downloaded from the account.\"), (146,\"2020-10-14 03:41:20\", \"Payment method removed.\"), (577,\"2020-01-22 16:46:18\", \"Suspicious activity detected from new location.\"), (545,\"2020-01-30 23:00:29\", \"Subscription cancelled.\"), (504,\"2021-06-17 10:57:26\", \"Data import completed.\"), (228,\"2020-06-05 05:42:53\", \"Account successfully created.\"), (405,\"2021-04-14 08:41:16\", \"API key revoked.\"), (301,\"2020-06-14 18:29:04\", \"Login attempt from unrecognized device.\"), (375,\"2021-05-27 13:06:27\", \"Security question updated.\"), (186,\"2021-09-04 17:18:21\", \"Account password updated.\"), (475,\"2020-05-11 08:50:01\", \"Security question updated.\"), (504,\"2020-08-12 00:24:22\", \"Subscription cancelled.\"), (582,\"2021-02-02 12:10:03\", \"Successful login from new IP address.\"), (392,\"2020-10-15 13:16:42\", \"Account subscription upgraded.\"), (475,\"2021-11-30 03:54:07\", \"New device linked to the account.\"), (381,\"2020-07-25 22:45:45\", \"Two-factor authentication disabled.\"), (130,\"2020-10-17 12:38:07\", \"Account unlocked by system administrator.\"), (285,\"2020-12-23 04:59:09\", \"Account temporarily suspended.\"), (501,\"2021-05-15 21:58:05\", \"Billing information updated.\"), (301,\"2020-05-16 03:38:05\", \"Account password updated.\"), (504,\"2020-07-14 18:53:49\", \"API key revoked.\"), (404,\"2021-09-04 13:38:11\", \"Billing information updated.\"), (696,\"2020-02-16 16:14:12\", \"Login attempt from unrecognized device.\"), (153,\"2020-05-07 05:14:19\", \"Payment method added.\"), (590,\"2020-09-23 16:58:49\", \"API key revoked.\"), (453,\"2020-12-06 06:59:15\", \"Device unlinked from the account.\"), (453,\"2020-04-25 16:07:55\", \"Data export requested.\"), (602,\"2020-02-23 02:34:53\", \"Support ticket created.\"), (404,\"2021-05-29 09:08:03\", \"Account password reset successfully.\"), (163,\"2020-05-03 11:35:26\", \"Suspicious activity detected from new location.\"), (207,\"2021-08-24 17:55:30\", \"Subscription cancelled.\"), (455,\"2021-08-17 02:37:09\", \"Account details viewed by user.\"), (453,\"2021-09-04 20:44:33\", \"Account locked due to multiple failed login attempts.\"), (520,\"2020-08-07 18:45:09\", \"Support ticket closed.\"), (392,\"2021-12-16 05:13:11\", \"API key revoked.\"), (212,\"2020-03-08 15:17:22\", \"User logged out successfully.\"), (641,\"2021-01-04 21:45:14\", \"Profile picture updated.\"), (213,\"2020-10-19 19:01:08\", \"Notification preferences changed.\"), (393,\"2021-08-22 17:30:48\", \"Account password reset requested.\"), (577,\"2021-03-02 10:29:48\", \"Support ticket created.\"), (13,\"2020-09-05 17:36:02\", \"API key generated.\"), (694,\"2021-07-11 03:48:13\", \"Successful login from new IP address.\"), (442,\"2021-03-04 15:54:53\", \"Security question updated.\"), (4,\"2020-09-05 15:19:58\", \"Support ticket closed.\"), (590,\"2021-11-14 16:36:14\", \"Device unlinked from the account.\"), (528,\"2021-06-30 15:43:15\", \"Login attempt from unrecognized device.\"), (688,\"2021-04-28 16:58:35\", \"Failed login attempt using incorrect password from IP address [ip address removed].\"), (545,\"2020-08-01 10:56:52\", \"Billing information updated.\"), (282,\"2020-08-30 00:51:45\", \"Privacy settings updated.\"), (123,\"2020-09-21 13:09:39\", \"Account details viewed by user.\"), (617,\"2020-07-30 02:19:52\", \"Account unlocked by system administrator.\"), (163,\"2020-10-23 08:21:23\", \"Account password reset successfully.\"), (446,\"2020-01-14 12:47:36\", \"Device unlinked from the account.\"), (282,\"2020-04-10 12:01:11\", \"Data import completed.\"), (163,\"2021-12-10 17:29:15\", \"Account details viewed by user.\"), (207,\"2021-02-03 04:52:45\", \"Account permissions modified.\"), (163,\"2020-05-17 02:30:41\", \"Account password reset successfully.\"), (393,\"2020-03-25 05:02:37\", \"Account details viewed by user.\"), (146,\"2021-11-22 08:36:02\", \"Account password reset successfully.\"), (489,\"2020-06-16 10:18:46\", \"Account password updated.\"), (489,\"2020-04-27 01:14:43\", \"API key revoked.\"), (694,\"2021-03-09 16:22:12\", \"User logged in successfully.\"), (693,\"2021-09-23 19:58:58\", \"New device linked to the account.\"), (171,\"2021-02-10 12:41:49\", \"Account recovery email updated.\"), (218,\"2020-12-22 16:02:56\", \"Account locked due to multiple failed login attempts.\"), (206,\"2020-08-10 13:13:11\", \"Payment method removed.\"), (621,\"2020-07-14 11:43:52\", \"File uploaded to the account.\"), (218,\"2021-05-16 10:08:04\", \"Account password reset requested.\"), (619,\"2020-09-02 18:20:40\", \"Subscription cancelled.\"), (206,\"2020-04-18 21:30:38\", \"File uploaded to the account.\"), (290,\"2021-07-08 07:46:39\", \"Data import completed.\"), (285,\"2021-09-28 19:07:26\", \"Privacy settings updated.\"), (453,\"2021-05-02 20:50:37\", \"Referral link shared.\"), (275,\"2021-10-27 19:20:27\", \"Account locked due to multiple failed login attempts.\"), (3,\"2021-12-20 05:03:37\", \"Account locked due to multiple failed login attempts.\"), (573,\"2020-09-27 14:11:48\", \"Login attempt from unrecognized device.\"), (381,\"2020-05-26 05:40:25\", \"Referral link shared.\"), (275,\"2020-03-18 20:25:31\", \"Privacy settings updated.\"), (282,\"2020-07-06 09:11:40\", \"Subscription renewed.\"), (213,\"2021-07-18 02:30:49\", \"Data import completed.\"), (44,\"2021-08-04 13:37:56\", \"Account deleted by user.\"), (173,\"2020-09-13 12:52:45\", \"Account recovery email updated.\"), (504,\"2020-03-11 02:54:59\", \"Suspicious activity detected from new location.\"), (416,\"2020-11-01 11:14:00\", \"Profile picture updated.\"), (306,\"2021-05-09 19:19:25\", \"Profile picture updated.\"), (212,\"2021-06-10 12:03:57\", \"Subscription renewed.\"), (186,\"2020-10-15 01:02:40\", \"Device unlinked from the account.\"), (229,\"2020-05-09 05:14:39\", \"Account details viewed by user.\"), (450,\"2020-06-28 04:46:57\", \"Account subscription upgraded.\"), (218,\"2021-10-31 11:12:28\", \"Subscription renewed.\"), (312,\"2021-11-01 17:31:13\", \"Profile picture updated.\"), (518,\"2021-04-04 22:32:05\", \"Account password reset requested.\"), (353,\"2020-07-01 14:00:06\", \"User logged in successfully.\"), (306,\"2021-07-08 07:38:32\", \"Account password updated.\"), (153,\"2021-12-10 04:16:02\", \"Notification preferences changed.\"), (562,\"2021-06-01 15:55:25\", \"API key revoked.\"), (207,\"2020-02-11 12:08:16\", \"Account password reset requested.\"), (597,\"2020-05-30 13:42:10\", \"File downloaded from the account.\"), (518,\"2021-02-04 02:08:40\", \"Subscription renewed.\"), (96,\"2020-10-12 13:38:21\", \"Payment method added.\"), (489,\"2021-04-14 08:05:29\", \"Two-factor authentication enabled.\"), (442,\"2020-06-13 00:22:31\", \"Account recovery email updated.\"), (275,\"2020-05-18 10:17:59\", \"File uploaded to the account.\"), (353,\"2021-05-23 20:48:25\", \"Payment method removed.\"), (206,\"2021-07-01 04:44:06\", \"Two-factor authentication enabled.\"), (528,\"2021-08-12 05:52:10\", \"Payment method removed.\");\n",
    "\"\"\")\n",
    "\n",
    "for sql in sql_array:\n",
    "    run_spanner_query(sql)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "317d6355-2870-4dc9-bcd1-0e6c17223d22",
   "metadata": {},
   "source": [
    "### Verify Row Counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "82f2d68c-d544-4f93-8a85-5ebbe96ff005",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sql = \"\"\"\n",
    "SELECT 'Account' AS table_name, (SELECT COUNT(*) FROM Account) AS row_count, 700 AS target_row_count\n",
    "UNION ALL\n",
    "SELECT 'Loan', (SELECT COUNT(*) FROM Loan), 500\n",
    "UNION ALL\n",
    "SELECT 'Person', (SELECT COUNT(*) FROM Person), 500\n",
    "UNION ALL\n",
    "SELECT 'AccountTransferAccount', (SELECT COUNT(*) FROM AccountTransferAccount), 500\n",
    "UNION ALL\n",
    "SELECT 'AccountRepayLoan', (SELECT COUNT(*) FROM AccountRepayLoan), 500\n",
    "UNION ALL\n",
    "SELECT 'PersonOwnAccount', (SELECT COUNT(*) FROM PersonOwnAccount), 700\n",
    "UNION ALL\n",
    "SELECT 'AccountAudits', (SELECT COUNT(*) FROM AccountAudits), 500;\n",
    "\"\"\"\n",
    "\n",
    "result = run_spanner_query(sql)\n",
    "result"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4dfa6715-f571-48b6-b700-9b5a95e3bdd4",
   "metadata": {},
   "source": [
    "### View Sample Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "85f560e7-2ded-4dc3-ad1f-f004286ba0ad",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "sql_array = []\n",
    "\n",
    "sql_array.append(\"SELECT * FROM Account LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM Loan LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM Person LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM AccountTransferAccount LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM AccountRepayLoan LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM PersonOwnAccount LIMIT 5;\")\n",
    "\n",
    "sql_array.append(\"SELECT * FROM AccountAudits LIMIT 5;\")\n",
    "\n",
    "for sql in sql_array:\n",
    "    result = run_spanner_query(sql)\n",
    "    print(f\"Result from query `{sql}`:\")\n",
    "    print(result)\n",
    "    print(\"\\n\"*2)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f4478625-b090-4c73-993e-6ae355767b1e",
   "metadata": {},
   "source": [
    "## Export Data\n",
    "\n",
    "You can now export the database to GCS to speed up and simplify future data loads for this dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5aada5fa-f34e-45d9-a701-d87b9e5e6d99",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "# Define directories\n",
    "staging_directory = f\"gs://{gcs_bucket_name}/export/staging\"\n",
    "output_directory = f\"gs://{gcs_bucket_name}/export\"\n",
    "\n",
    "# Kick off Dataflow export job\n",
    "result = ! gcloud dataflow jobs run export-spanner \\\n",
    "    --gcs-location gs://dataflow-templates-{region}/latest/Cloud_Spanner_to_GCS_Avro \\\n",
    "    --region {region} \\\n",
    "    --staging-location {staging_directory} \\\n",
    "    --network {vpc} \\\n",
    "    --parameters 'instanceId={spanner_instance},databaseId={spanner_database},outputDir={output_directory}'\n",
    "\n",
    "result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c2a72a39-0dd8-4fb2-8785-765ce6397f3f",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import time\n",
    "\n",
    "# Get id of Dataflow job from result\n",
    "job_id = \"\"\n",
    "for item in result:\n",
    "  if item.startswith('id'):\n",
    "    job_id = item.split()[1]\n",
    "\n",
    "# Define fcuntion to wait for dataflow job to complete\n",
    "def wait_for_dataflow_job(id: str):\n",
    "  # Check status of Dataflow job\n",
    "  job_state = ! gcloud dataflow jobs describe {job_id} --region={region} --format='value(currentState)'\n",
    "\n",
    "  # Wait until Dataflow job is complete, checking status every 10 seconds\n",
    "  while job_state[0] in ['JOB_STATE_RUNNING', 'JOB_STATE_PENDING']:\n",
    "    print(f\"Dataflow job {job_id} is in state: {job_state[0]}\")\n",
    "    time.sleep(10)\n",
    "    job_state = ! gcloud dataflow jobs describe {job_id} --region={region} --format='value(currentState)'\n",
    "\n",
    "  # Show final Dataflow job state\n",
    "  print(f\"Dataflow job {job_id} final state: {job_state[0]}\")\n",
    "  return job_state[0]\n",
    "\n",
    "# Wait for job to complete\n",
    "wait_for_dataflow_job(job_id)"
   ]
  }
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